A GMM-based telephone channel classification for Mandarin speech recognition

被引:0
|
作者
Xu, W [1 ]
Peng, X [1 ]
Wang, BX [1 ]
机构
[1] Informat & Engn Univ, Zhengzhou 450002, Peoples R China
关键词
speech recognition; GMM discriminability; telephone channel classification;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The discriminability of different channel modeled by GMM is qualitatively analyzed in this paper. A GMM-based channel classification and speech recognition system in multi-channel environment is proposed. The channel classifier is used to select a most likely HMM from pre-trained RMMs of each specific telephone channel environment. The selected HMM is used as the reference HMM to recognize each utterance. The experimental results show that the proposed system is an efficient framework to enhance the robustness of speech recognition across different channel environment.
引用
收藏
页码:642 / 645
页数:4
相关论文
共 50 条
  • [1] GMM-BASED ACOUSTIC MODELING FOR EMBEDDED SPEECH RECOGNITION
    Levy, Christophe
    Linares, Georges
    Bonastre, Jean-Francois
    [J]. INTERSPEECH 2006 AND 9TH INTERNATIONAL CONFERENCE ON SPOKEN LANGUAGE PROCESSING, VOLS 1-5, 2006, : 1726 - 1729
  • [2] Target Speech GMM-based Spectral Compensation for Noise Robust Speech Recognition
    Shinozaki, Takahiro
    Furui, Sadaoki
    [J]. INTERSPEECH 2009: 10TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION 2009, VOLS 1-5, 2009, : 1223 - 1226
  • [3] GMM-based SVM for face recognition
    Bredin, Herve
    Dehak, Najim
    Chollet, Gerard
    [J]. 18TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 3, PROCEEDINGS, 2006, : 1111 - +
  • [4] GMM-based classification of genomic sequences
    Akhtar, Mahmood
    Ambikairajah, Eliathamby
    Epps, Julien
    [J]. PROCEEDINGS OF THE 2007 15TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING, 2007, : 103 - +
  • [5] Comparing GMM-based speech transformation systems
    Mesbahi, Larbi
    Barreaud, Vincent
    Boeffard, Olivier
    [J]. INTERSPEECH 2007: 8TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION, VOLS 1-4, 2007, : 2852 - 2855
  • [6] Experimental Study on GMM-Based Speaker Recognition
    Ye, Wenxing
    Wu, Dapeng
    Nucci, Antonio
    [J]. MOBILE MULTIMEDIA/IMAGE PROCESSING, SECURITY, AND APPLICATIONS 2010, 2010, 7708
  • [7] Speech Recognition in a Home Environment Using Parallel Decoding with GMM-Based Noise Modeling
    Machida, Kohei
    Nose, Takashi
    Ito, Akinori
    [J]. 2014 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA), 2014,
  • [8] A GMM-Based Algorithm for Classification of Radar Emitters
    Gong, Xuhua
    Meng, Huadong
    Wang, Xiqin
    [J]. ICSP: 2008 9TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-5, PROCEEDINGS, 2008, : 2431 - 2434
  • [9] Progress on Mandarin conversational telephone speech recognition
    Hwang, MY
    Lei, X
    Ng, T
    Bulyko, I
    Ostendorf, M
    Stolcke, A
    Wang, W
    Zheng, J
    Gadde, VRR
    Graciarena, M
    Siu, MH
    Huang, Y
    [J]. 2004 International Symposium on Chinese Spoken Language Processing, Proceedings, 2004, : 1 - 4
  • [10] GMM-based a priori SNR estimation in speech enhancement
    Lei, Jianjun
    Wang, Jian
    Liu, Gang
    Guo, Jun
    [J]. WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 4293 - +